Open Source LLMs Courses and Certifications

MLOps World: Machine Learning in Production

Private, Local AI: Running Open-Source LLMs Locally

Explore private AI applications running open-source LLMs locally on personal devices. Learn about encrypted environments for fine-tuning models on sensitive data.

• YouTube
• 37 minutes
• On-Demand
• Free Video

InfoQ

Open Source LLMs: Costly Myths and Real-World Scaling

Discover the truth about deploying open-source LLMs in production with insights on performance benchmarks, hardware requirements, and optimization techniques like quantization and LoRA for competitive advantage.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Conf42

Running an Open Source LLM - Deployment and Cost Considerations

Explore the process of running open-source LLMs, covering infrastructure, deployment, costs, and key learnings for effective implementation in real-world scenarios.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Open-source LLMs: Uncensored & secure AI locally with RAG

1818 ratings at Udemy

Private ChatGPT Alternatives: Llama3, Mistral a. more with Function Calling, RAG, Vector Databases, LangChain, AI-Agents

• Udemy
• 10 hours 3 minutes
• On-Demand
• Paid Course

Anyscale

Open Source LLMs: Viable for Production or a Low-Quality Toy?

Explore Llama 2 models' strengths and weaknesses compared to ChatGPT, examining quality, cost, and usability. Learn when to consider open source LLMs and available options for AI development.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Data Centric

Using Open Source LLMs with AutoGen - Deploying Llama 2 70B Tutorial

Deploy open-source LLMs with AutoGen using vLLM, Runpod, and Postman to simulate OpenAI chat completion endpoints. Learn to utilize this setup as a direct replacement for OpenAI invocations.

• YouTube
• 19 minutes
• On-Demand
• Free Video

LLMOps Space

Private RAG with Open Source and Custom LLMs - BentoML and OpenLLM

Explore practical considerations for building private RAG applications using open source and custom LLMs. Learn about OpenLLM and optimize inference performance for RAG deployments.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Code With Aarohi

Building a Q&A App with RAG, LangChain, and Open-Source LLMs - Step-by-Step Guide

Step-by-step guide to building a Q&A application using RAG, LangChain, and open-source LLMs. Learn to create a sophisticated system leveraging cutting-edge AI technology for efficient question answering.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Data Centric

GPT-4 vs Open Source LLMs: Epic Rap Battles Test Creativity with AutoGen

Witness open-source LLMs battle GPT4-Turbo in freestyle rap, showcasing linguistic creativity. Compare Wizard LM 70B, Orca-2 13B, and Mistral 7B against the advanced benchmark.

• YouTube
• 30 minutes
• On-Demand
• Free Video

MLOps.community

LLMs for the Rest of Us - Deploying Open-Source Language Models in the Cloud

Explore open-source LLMs as alternatives to proprietary models, addressing security and privacy concerns. Learn to deploy and operate these models efficiently using Aqueduct on cloud infrastructure.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Data Science Conference

Mastering RAG Evaluation with MLflow and Open Source LLMs

Master comprehensive RAG pipeline evaluation using MLflow and open-source LLMs. Learn to implement custom metrics, optimize systems, track experiments, and visualize results to enhance your retrieval-augmented generation implementations.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Packt

Harnessing Open Source LLMs and ChatGPT with Minimal Code

Explore open-source LLMs and ChatGPT with minimal coding. Set up local models, use no-code approaches, and advance to API integrations and function calling for sophisticated AI applications.

• Coursera
• 3 hours 23 minutes
• On-Demand
• Paid Course

Microcredential

AI Engineering: Fine-Tuning LLMs (with QLoRA, AWS, and Open Source)

Master fine-tuning open-source LLMs with QLoRA, deploy on AWS SageMaker, and build enterprise-ready AI solutions using proprietary data and advanced optimization techniques.

• Zero To Mastery
• 7 hours
• On-Demand
• Paid Course

James Briggs

Getting Started with GPT-3 vs. Open Source LLMs - LangChain

3 reviews

Introduction to LangChain framework for building apps with large language models, comparing GPT-3 and open-source alternatives, and exploring key components for advanced NLP applications.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Trelis Research

Preparing Fine-tuning Datasets with Open Source LLMs

Learn to prepare fine-tuning datasets using open-source LLMs like Llama 2. Explore data preparation scripts, Q&A dataset creation, and API setup for effective model customization.

• YouTube
• 15 minutes
• On-Demand
• Free Video